PMID- 37144092 OWN - NLM STAT- PubMed-not-MEDLINE LR - 20230507 IS - 1662-4548 (Print) IS - 1662-453X (Electronic) IS - 1662-453X (Linking) VI - 17 DP - 2023 TI - Event-driven spectrotemporal feature extraction and classification using a silicon cochlea model. PG - 1125210 LID - 10.3389/fnins.2023.1125210 [doi] LID - 1125210 AB - This paper presents a reconfigurable digital implementation of an event-based binaural cochlear system on a Field Programmable Gate Array (FPGA). It consists of a pair of the Cascade of Asymmetric Resonators with Fast Acting Compression (CAR-FAC) cochlea models and leaky integrate-and-fire (LIF) neurons. Additionally, we propose an event-driven SpectroTemporal Receptive Field (STRF) Feature Extraction using Adaptive Selection Thresholds (FEAST). It is tested on the TIDIGTIS benchmark and compared with current event-based auditory signal processing approaches and neural networks. CI - Copyright (c) 2023 Xu, Perera, Bethi, Afshar and van Schaik. FAU - Xu, Ying AU - Xu Y AD - International Centre for Neuromorphic Systems, The MARCS Institute for Brain, Behavior, and Development, Western Sydney University, Kingswood, NSW, Australia. FAU - Perera, Samalika AU - Perera S AD - International Centre for Neuromorphic Systems, The MARCS Institute for Brain, Behavior, and Development, Western Sydney University, Kingswood, NSW, Australia. FAU - Bethi, Yeshwanth AU - Bethi Y AD - International Centre for Neuromorphic Systems, The MARCS Institute for Brain, Behavior, and Development, Western Sydney University, Kingswood, NSW, Australia. FAU - Afshar, Saeed AU - Afshar S AD - International Centre for Neuromorphic Systems, The MARCS Institute for Brain, Behavior, and Development, Western Sydney University, Kingswood, NSW, Australia. FAU - van Schaik, Andre AU - van Schaik A AD - International Centre for Neuromorphic Systems, The MARCS Institute for Brain, Behavior, and Development, Western Sydney University, Kingswood, NSW, Australia. LA - eng PT - Journal Article DEP - 20230418 PL - Switzerland TA - Front Neurosci JT - Frontiers in neuroscience JID - 101478481 PMC - PMC10151790 OTO - NOTNLM OT - CAR-FAC OT - FEAST OT - LIF OT - STRF OT - electronic cochlea OT - event-based feature extraction OT - neuromorphic engineering COIS- The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. EDAT- 2023/05/05 06:42 MHDA- 2023/05/05 06:43 PMCR- 2023/01/01 CRDT- 2023/05/05 03:57 PHST- 2022/12/16 00:00 [received] PHST- 2023/03/27 00:00 [accepted] PHST- 2023/05/05 06:43 [medline] PHST- 2023/05/05 06:42 [pubmed] PHST- 2023/05/05 03:57 [entrez] PHST- 2023/01/01 00:00 [pmc-release] AID - 10.3389/fnins.2023.1125210 [doi] PST - epublish SO - Front Neurosci. 2023 Apr 18;17:1125210. doi: 10.3389/fnins.2023.1125210. eCollection 2023.